diff --git a/docs/pages/api-docs/text-field.md b/docs/pages/api-docs/text-field.md
index 67ba8828cddeb9..a7f937417175a2 100644
--- a/docs/pages/api-docs/text-field.md
+++ b/docs/pages/api-docs/text-field.md
@@ -81,8 +81,8 @@ The `MuiTextField` name can be used for providing [default props](/customization
 | <span class="prop-name">onChange</span> | <span class="prop-type">func</span> |  | Callback fired when the value is changed.<br><br>**Signature:**<br>`function(event: object) => void`<br>*event:* The event source of the callback. You can pull out the new value by accessing `event.target.value` (string). |
 | <span class="prop-name">placeholder</span> | <span class="prop-type">string</span> |  | The short hint displayed in the input before the user enters a value. |
 | <span class="prop-name">required</span> | <span class="prop-type">bool</span> | <span class="prop-default">false</span> | If `true`, the label is displayed as required and the `input` element` will be required. |
-| <span class="prop-name">rows</span> | <span class="prop-type">number<br>&#124;&nbsp;string</span> |  | Number of rows to display when multiline option is set to true. |
-| <span class="prop-name">rowsMax</span> | <span class="prop-type">number<br>&#124;&nbsp;string</span> |  | Maximum number of rows to display. |
+| ~~<span class="prop-name">rows</span>~~ | <span class="prop-type">number<br>&#124;&nbsp;string</span> |  | *Deprecated*. Use `minRows` instead<br><br>Number of rows to display when multiline option is set to true. |
+| ~~<span class="prop-name">rowsMax</span>~~ | <span class="prop-type">number<br>&#124;&nbsp;string</span> |  | *Deprecated*. Use `maxRows` instead<br><br>Maximum number of rows to display. |
 | <span class="prop-name">select</span> | <span class="prop-type">bool</span> | <span class="prop-default">false</span> | Render a [`Select`](/api/select/) element while passing the Input element to `Select` as `input` parameter. If this option is set you must pass the options of the select as children. |
 | <span class="prop-name">SelectProps</span> | <span class="prop-type">object</span> |  | Props applied to the [`Select`](/api/select/) element. |
 | <span class="prop-name">size</span> | <span class="prop-type">'medium'<br>&#124;&nbsp;'small'</span> |  | The size of the text field. |
diff --git a/packages/material-ui/src/TextField/TextField.js b/packages/material-ui/src/TextField/TextField.js
index 9c63102c08db5f..d78c5ac01ef7c6 100644
--- a/packages/material-ui/src/TextField/TextField.js
+++ b/packages/material-ui/src/TextField/TextField.js
@@ -2,6 +2,7 @@ import * as React from 'react';
 import PropTypes from 'prop-types';
 import clsx from 'clsx';
 import { refType } from '@material-ui/utils';
+import deprecatedPropType from '../utils/deprecatedPropType';
 import Input from '../Input';
 import FilledInput from '../FilledInput';
 import OutlinedInput from '../OutlinedInput';
@@ -334,12 +335,18 @@ TextField.propTypes = {
    * Number of rows to display when multiline option is set to true.
    * @deprecated Use `minRows` instead.
    */
-  rows: PropTypes.oneOfType([PropTypes.number, PropTypes.string]),
+  rows: deprecatedPropType(
+    PropTypes.oneOfType([PropTypes.number, PropTypes.string]),
+    'Use `minRows` instead',
+  ),
   /**
    * Maximum number of rows to display.
    * @deprecated Use `maxRows` instead.
    */
-  rowsMax: PropTypes.oneOfType([PropTypes.number, PropTypes.string]),
+  rowsMax: deprecatedPropType(
+    PropTypes.oneOfType([PropTypes.number, PropTypes.string]),
+    'Use `maxRows` instead',
+  ),
   /**
    * Render a [`Select`](/api/select/) element while passing the Input element to `Select` as `input` parameter.
    * If this option is set you must pass the options of the select as children.